fix(context): apply native reader pages with their output budgets

benchmark/runtime/RUNTIME.md

@@ -96,8 +96,16 @@ reads, native discovery and hook IO in treatment cost, not just the delta bytes.
 
 Codex App setup uses the same product configuration renderer as the worker:
 `loopx --format json quota context-config --context-delivery on --codex-app --codex-context-root DIR --goal-id GOAL --agent-id AGENT`.
-It returns native hooks and persistent recovery instructions, without installing
-files or changing trust. A shared root isolates journals by native session;
+It returns native hooks, persistent recovery instructions and native output
+`config_overrides`, without installing files or changing trust. The opted-in
+worker applies those same overrides automatically: 64000-byte continuation
+outputs, a 20000-token history limit and a shell-scoped reader declaration. Page
+zero remains within the ordinary 7900-byte guard limit. Persistent instructions
+request 22000 tokens per reader result and 24000 for code-mode emission, one
+directly forwarded stdout at a time. Unknown budgets retain small pages. These
+limits do not prove model retention or net cost savings. Fresh off trials install
+none of this configuration; rollback also removes generated output overrides.
+A shared root isolates journals by native session;
 the trial-local single-session `--codex-context-dir` remains supported.
 See [heartbeat setup](../../docs/heartbeat-automation-prompt.md#opt-in-native-context-delivery)
 for activation, readback and rollback. Generated setup and a native

benchmark/runtime/context_delivery.py

@@ -102,4 +102,6 @@ def prepare_context_delivery(env: dict[str, str], home: Path) -> None:
     # a failed SessionStart handler cannot erase the read-only recovery route.
     native_args = ["-c", "hooks.state={" + ",".join(entries) + "}",
         "-c", "developer_instructions=" + json.dumps(configuration["developer_instructions"])]
+    native_args += [argument for key, value in configuration["config_overrides"].items()
+        for argument in ("-c", key + "=" + json.dumps(value))]
     env["LOOPX_CODEX_CONTEXT_TRUST_ARGS"] = json.dumps(native_args)

benchmark/tests/test_shared_codex_runtime.py

@@ -1299,6 +1299,8 @@ def request(method, params):
     overrides = {trusted[i + 1].split("=", 1)[0]: trusted[i + 1].split("=", 1)[1]
                  for i, value in enumerate(trusted) if value == "-c"}
     assert not any(key.startswith("model_provider") for key in overrides)
+    assert overrides["tool_output_token_limit"] == "20000"
+    assert json.loads(overrides["shell_environment_policy.set.LOOPX_CONTEXT_PAGE_OUTPUT_BYTES"]) == "64000"
     assert "CODEX_ROLLOUT_TRACE_ROOT" not in env
     assert not (home / "context-traces").exists()
 

docs/heartbeat-automation-prompt.md

@@ -476,12 +476,22 @@ loopx --format json quota context-config --context-delivery on --codex-app \
   --goal-id <goal> --agent-id <agent>
 ```
 
-The result contains `native_config.hooks` and
+The result contains `native_config.config_overrides`, `native_config.hooks` and
 `native_config.developer_instructions`. Merge the hooks into the host's existing
 `hooks.json` or inline hook configuration, and append the recovery instruction to
-its existing developer instructions. Preserve other configuration. Review and
+its existing developer instructions. Apply each flat key/value in `config_overrides`
+to the native host configuration (or as a `-c key=value` override). This selects
+64000-byte context continuations, a 20000-token history limit, and a shell-scoped
+reader budget declaration. The initial guard stays small. Its instruction requests
+22000 tokens per reader result and 24000 for code-mode emission, with one directly
+forwarded stdout per call. Unconfigured hosts retain the small-page default;
+the isolated benchmark worker applies this profile automatically when opted in.
+Preserve other configuration. Review and
 trust only these exact hooks through Codex's native hook trust surface; the CLI
 does not install files, approve hashes, enable diagnostics or run a guard.
+Rollback removes these generated output overrides along with the context hooks
+and recovery instruction; restore any previous host values. The profile does not
+establish model retention, task gains or net fee savings.
 An already loaded native thread may keep its earlier hook configuration even
 when `hooks/list` discovers the new handlers as enabled and trusted. That readback
 does not deliver `SessionStart` or initialize its context journal. After active

docs/reference/required-work-context.md

@@ -255,7 +255,7 @@ Native `quota should-run` and the saved `context-project` entry share the same
 paged presentation. Each returns page zero, a digest-pinned continuation and full
 recovery without another admission. The inline page contains up to 3 KiB and shrinks
 to keep the complete guard stdout, including recovery and instruction fields,
-within 7900 UTF-8 bytes. Continuations
+within 7900 UTF-8 bytes. Without the generated native output configuration, continuations
 request up to 8 KiB of content with `--max-page-output-bytes 7900`, which bounds
 successful JSON stdout including escaping, commands and newline. Consume the inline
 page before following next_command; when the retained-history limit is unknown,
@@ -280,7 +280,16 @@ their separate confirmed-input contract.
 
 For native setup, `quota context-config --codex-app --goal-id GOAL --agent-id AGENT`
 under machine on prepares only that private transport leaf and renders the
-existing hooks and recovery instructions. For an SSH Goal, replace `--codex-app`
+existing hooks, recovery instructions and `config_overrides`. Applying those overrides
+selects 64000-byte continuation outputs and a 20000-token native history limit;
+the initial guard remains within 7900 bytes. The worker applies this configuration
+automatically inside its isolated opt-in trial. The persistent instruction requests
+22000 tokens for each context-read tool result and 24000 for its code-mode emission,
+forwarding one stdout at a time. Unknown or unsupported output declarations retain
+the small-page default. Remove the generated output overrides together with the
+context setup on rollback; saving a machine preference alone does not apply them.
+This output sizing does not prove retained input, lower fees or task benefit.
+For an SSH Goal, replace `--codex-app`
 with `--runtime-profile codex_app_ssh_goal` in setup and the thin/bootstrap prompt.
 Its generated guard keeps the native Goal identity and visible-Goal settlement;
 it does not become a hosted heartbeat. It does not install or trust hooks,
@@ -473,11 +482,17 @@ SSH Goal 使用 `--runtime-profile codex_app_ssh_goal` 生成 context-config 和
 沿用可见 Goal 的执行与结算身份；仅启用差分时接入捕获目录，不转换成自动心跳。
 原生 `quota should-run` 与已保存捕获的 `context-project` 共用分页呈现，直接返回第零页、
 固定摘要的后续读取与完整恢复，不另行准入。内联正文最多 3 KiB，必要时缩小，使包含
-恢复字段与完整指引的 guard stdout 不超过 7900 UTF-8 字节；后续命令最多请求
+恢复字段与完整指引的 guard stdout 不超过 7900 UTF-8 字节。未应用生成的原生输出配置时，后续命令最多请求
 8 KiB 正文，并用 `--max-page-output-bytes 7900` 将成功 JSON stdout（含转义、
 后续命令与换行）限制为 7900 字节。先消费内联页，再跟随 next_command；保留历史
 上限未知时，每次只读一个有界输出。该上限不证明模型保留。Code Mode 直接转发
 exec stdout；把整包重打进哈希工具不构成原始字节已被保留的证明。
+原生配置同时返回 `config_overrides`：应用后，续读输出上限为 64000 字节，原生历史
+上限为 20000 token，首次 guard 仍保持 7900 字节。开启的 benchmark worker 在其
+隔离会话内自动应用；持久指引要求每次续读直接输出预算 22000 token、Code Mode
+输出预算 24000 token，每次直接转发一份 stdout。未知或不支持的输出声明保持小页。
+回滚时同时移除生成的输出覆盖项；仅保存机器偏好并不会应用这些宿主配置。
+该设置不证明输入保留、总费用降低或任务效果改善。
 读取器校验不可变 capture 的摘要。Post-tool 适配层复用显式输入观察的字节范围校验，
 先将实际 UTF-8 正文与可信 journal 指向的物理捕获及固定摘要核对，再合并读取范围。
 正文改变、文件丢失或替换、符号链接及摘要失败均不得晋升基线；保留原始恢复引用，
@@ -551,7 +566,7 @@ exact digest and Turn receipt; they never rerun admission or spend quota.
 With delivery on, a successful saved projection also returns page zero using
 the existing `context_capture_page_v1` fields. Its content is bounded to 3 KiB
 and shrinks against the final presentation's 7900-byte stdout limit, including
-recovery, activation and instruction metadata. Subsequent native commands request up to
+recovery, activation and instruction metadata. Without the generated output profile, subsequent native commands request up to
 8 KiB of content within a 7900-byte successful JSON stdout limit. The optional
 JSON-only `--max-page-output-bytes` flag shrinks content at UTF-8 boundaries and
 preserves the limit in `next_command`. An insufficient limit returns an error
@@ -567,7 +582,10 @@ Codex 0.162.1 qualification uses a 10,000-token history setting and a 12,000-tok
 code-mode result budget with one directly forwarded stdout per call. Unknown
 budgets keep the existing 7900-byte native default. A larger requested result
 alone never proves history retention; missing output still needs same-capture
-recovery. This changes no host setting automatically.
+recovery. The reader flag changes no host setting. The shared native setup described
+above supplies the larger 64000-byte profile and its matching history/execution
+budgets together; only the opted-in worker applies them automatically. A legacy
+consumer that has not applied that setup keeps the existing small-page boundary.
 Consume `content`, then follow `next_command` through `eof` for full byte coverage.
 The reader verifies the original digest; do not retype or hash the content. The
 existing `command` still restarts at zero for older readers or incomplete inline
@@ -585,7 +603,7 @@ input retention.
 
 开启时，成功的已保存投影同时用现有 `context_capture_page_v1` 字段返回第一页。
 该页内容最多 3 KiB，按最终呈现的 7900 字节 stdout 上限缩小，包含恢复、启用配置与
-完整指引元数据；后续原生命令最多请求 8 KiB
+完整指引元数据；未应用生成的输出配置时，后续原生命令最多请求 8 KiB
 正文，成功 JSON stdout 限制为 7900 字节。可选的 JSON 专用参数
 `--max-page-output-bytes` 按 UTF-8 边界缩减正文，并在 `next_command` 中保留。
 上限不足时返回错误，不返回无进展的分页；增大上限后重读同一捕获。省略该参数
@@ -595,7 +613,9 @@ input retention.
 上限才能请求超过 8 KiB 的正文，最大仍受既有 capture 大小限制；上限包含转义、
 JSON 外层与换行，后续命令继承该值。Codex 0.162.1 定向验证采用 10,000 token 历史
 设置和 12,000 token code-mode 输出预算，每次直接转发一份 stdout。未知预算保持
-7900 字节原生默认；大输出请求不证明历史保留，缺失仍恢复同一 capture，不自动修改宿主设置。
+7900 字节原生默认；大输出请求不证明历史保留，缺失仍恢复同一 capture。
+读取参数本身不修改宿主设置。上述共享原生配置将 64000 字节分页与配套的历史和执行
+预算一起提供，仅开启的 worker 自动应用；尚未应用该配置的旧读取方保持小页边界。
 先读取 `content`，再沿 `next_command` 读至 `eof`，确保完整字节覆盖。
 读取器校验原始摘要；无需重抄正文或计算哈希。
 原有 `command` 仍从零开始，供旧读取方或内联输出不完整时重读；可选的首屏读取

loopx/cli_commands/quota_capture.py

@@ -18,7 +18,8 @@
 from ..control_plane.quota.error_codes import QuotaCommandValidationError, QuotaDecisionTransportError
 from ..control_plane.turn_driver.decision_capture import (
     validate_handoff_socket, CONTEXT_CAPTURE_READ_GUIDANCE, CONTEXT_CAPTURE_PAGE_GUIDANCE, context_capture_read_command,
-    NATIVE_CONTEXT_PAGE_BYTES, NATIVE_CONTEXT_PAGE_OUTPUT_BYTES,
+    NATIVE_CONTEXT_PAGE_OUTPUT_BYTES,
+    native_context_page_budget,
     read_context_capture_file as _read_capture,
 )
 
@@ -35,7 +36,8 @@ def native_context_activation(args: argparse.Namespace) -> dict[str, Any]:
 def _capture_page(path: Path, raw: bytes, digest: str, *, offset: int, size: int,
                   output_limit: int | None, instruction: bool,
                   presentation: dict[str, Any] | None = None,
-                  next_page_bytes: int | None = None) -> dict[str, Any]:
+                  next_page_bytes: int | None = None,
+                  next_page_output_bytes: int | None = None) -> dict[str, Any]:
     end = min(offset + size, len(raw))
     while end < len(raw) and raw[end] & 0xC0 == 0x80:
         end -= 1
@@ -50,7 +52,7 @@ def page(text: str) -> dict[str, Any]:
             result["read_instruction"] = CONTEXT_CAPTURE_PAGE_GUIDANCE
         if cursor < len(raw):
             result["next_command"] = context_capture_read_command(path, digest, offset=cursor, page_bytes=next_page_bytes or size,
-                max_page_output_bytes=output_limit)
+                max_page_output_bytes=next_page_output_bytes or output_limit)
         return result
 
     def fits(result: dict[str, Any]) -> bool:
@@ -78,7 +80,8 @@ def fits(result: dict[str, Any]) -> bool:
 
 
 def read_context_capture(args: argparse.Namespace, *, presentation: dict[str, Any] | None = None,
-                         next_page_bytes: int | None = None) -> dict[str, Any]:
+                         next_page_bytes: int | None = None,
+                         next_page_output_bytes: int | None = None) -> dict[str, Any]:
     """Bounded local IO over immutable JSON, not a new context/authority owner.
 
     Verify the complete byte digest on every page. The cursor addresses bytes
@@ -120,7 +123,8 @@ def read_context_capture(args: argparse.Namespace, *, presentation: dict[str, An
             raise ValueError("capture offset is outside the file or not a UTF-8 boundary; use the returned next offset")
         return _capture_page(path, raw, digest, offset=offset, size=size,
             output_limit=output_limit, instruction=bool(context_dir),
-            presentation=presentation, next_page_bytes=next_page_bytes)
+            presentation=presentation, next_page_bytes=next_page_bytes,
+            next_page_output_bytes=next_page_output_bytes)
     except (OSError, ValueError, RecursionError) as exc:
         # Recovery is presentation-only: keep failures separate from quota's
         # collection error path and retain the existing receipt/capture.
@@ -147,8 +151,9 @@ def native_context_capture_view(projected: dict[str, Any], directory: Path, *,
         mode, target = projected["mode"], projected["target"]
         if mode == "full":
             reference = {key: projected["recovery"][key] for key in ("path", "sha256")}
+    page_bytes, output_bytes = native_context_page_budget()
     reference["command"] = context_capture_read_command(Path(reference["path"]), reference["sha256"],
-        page_bytes=NATIVE_CONTEXT_PAGE_BYTES, max_page_output_bytes=NATIVE_CONTEXT_PAGE_OUTPUT_BYTES)
+        page_bytes=page_bytes, max_page_output_bytes=output_bytes)
     result = {"ok": True, **(metadata or {}), "mode": mode, **reference,
         **({"target": target} if target else {})}
     # The codec puts native continuity semantics before its change tree. Keep
@@ -167,7 +172,7 @@ def native_context_capture_view(projected: dict[str, Any], directory: Path, *,
     page = read_context_capture(argparse.Namespace(capture_file=reference["path"],
         capture_sha256=reference["sha256"], offset=0, page_bytes=3072,
         format="json", max_page_output_bytes=NATIVE_CONTEXT_PAGE_OUTPUT_BYTES),
-        presentation=result, next_page_bytes=NATIVE_CONTEXT_PAGE_BYTES)
+        presentation=result, next_page_bytes=page_bytes, next_page_output_bytes=output_bytes)
     if page["ok"]:
         result = page
         from ..control_plane.turn_driver.codex_context import register_native_context_view
@@ -482,7 +487,7 @@ def handle_native_context_command(args: argparse.Namespace, *, print_payload: Ca
                 cli_argv=cli_argv, scenario=activation["scenario"], session_root=bool(getattr(args, "codex_context_root", None)),
                 inherit_machine=bool(machine_runtime))
             payload = {"ok": True, "context_delivery": activation, "native_config": config,
-                "activation": "Merge hooks and append developer_instructions to the existing native configuration; "
+                "activation": "Apply config_overrides, merge hooks and append developer_instructions to the existing native configuration; "
                     "review and trust only these exact hooks in Codex. "
                     "Existing loaded threads may retain their original hook configuration; enabled/trusted "
                     "discovery is not session initialization or live adoption. Start/resume through the host "
@@ -492,7 +497,9 @@ def handle_native_context_command(args: argparse.Namespace, *, print_payload: Ca
                        "Pass --context-delivery on with the same declared host mode, context location and a decision-output-root to heartbeat-prompt/should-run. ")
                     +
                     "Normal completed full reads establish an explicit continuity assumption; no input diagnostics or provider change is required. "
-                    "Known invalidation or incomplete reads keep full recovery. Set --context-delivery off and remove context options to restore ordinary output. "
+                    "The generated output profile uses 64000-byte continuations and a 20000-token native history limit; "
+                    "unknown budgets retain small pages. Known invalidation or incomplete reads keep full recovery. "
+                    "Set --context-delivery off and remove the generated context configuration, including its output overrides, to restore ordinary output. "
                     "This command installs nothing and grants no execution authority."}
         except (OSError, ValueError, TypeError) as exc:
             payload = {"ok": False, "reason": str(exc)}